Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "32"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 32 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 97 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 95 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 32, Node N02:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.351793 26.965591 -0.597571 2.543254 -0.020939 4.295773 -0.160777 3.807299 0.7207 0.6593 0.2927 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.226450 27.169907 -0.569759 2.339074 0.152352 3.379700 0.615638 7.635334 0.6847 0.5878 0.3849 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.039656 23.390740 -0.623959 2.230995 -0.137800 3.131065 0.235595 8.427507 0.6639 0.5772 0.3834 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.596090 21.913072 -0.547375 2.073101 -0.255016 4.684100 1.881176 6.527635 0.6540 0.5812 0.3810 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.228232 20.786267 -0.215740 1.974752 10.640436 5.125904 5.175829 7.973005 0.6321 0.5833 0.3550 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.170158 22.232542 -0.089003 1.994578 9.698871 3.186021 3.099082 11.641833 0.6163 0.5776 0.3378 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.371355 22.982493 0.053610 1.952262 10.651326 4.155813 10.999793 5.009750 0.6070 0.5900 0.3052 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.748294 22.379181 0.085452 2.045769 10.425216 4.019804 2.984303 11.632296 0.5970 0.5864 0.2891 nan nan
2459906 RF_maintenance 100.00% 26.11% 26.11% 0.00% - - 8.671259 23.053170 -0.214090 2.061559 9.673785 4.445270 0.612877 4.999879 0.5008 0.4515 0.2864 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.607501 23.337410 -0.571200 2.060411 0.430154 1.022781 3.841850 23.278371 0.6422 0.5711 0.3865 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.051647 23.146935 -0.083476 2.323278 13.239252 1.485364 7.367349 7.155846 0.5990 0.5657 0.3305 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.773604 19.024363 0.351499 1.939625 10.095948 8.710222 3.742851 24.781835 0.5732 0.5860 0.2861 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.757903 25.250327 0.014648 2.086725 11.795340 4.576285 5.498939 10.491707 0.6152 0.5842 0.3058 nan nan
2459901 RF_maintenance 100.00% 69.33% 69.33% 0.00% - - 11.019160 25.330665 -0.060666 2.041718 8.183457 4.157506 4.202444 7.291084 0.2182 0.1940 0.1109 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.713118 23.938647 -0.080415 2.180356 14.352429 9.589611 2.534929 9.123658 0.5790 0.5361 0.2868 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.303299 21.327405 0.158919 1.995941 13.845890 6.038668 4.986511 6.835324 0.5797 0.5759 0.2598 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.349464 21.598143 -0.273665 2.144007 14.671546 5.500422 5.245060 6.374573 0.6111 0.5770 0.3184 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.597625 20.406173 0.282099 1.987035 16.761025 6.151064 8.762355 14.945812 0.5709 0.5861 0.2500 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.357328 26.057454 -0.585143 2.546353 4.446570 2.598425 -0.059215 4.341352 0.7650 0.7124 0.2412 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.522818 26.902212 -0.751106 2.044255 -0.079237 5.435887 1.082944 5.348652 0.6773 0.5937 0.3558 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.883962 26.765829 0.768621 -0.038750 13.929570 5.385716 19.981154 6.480794 0.5968 0.5888 0.2431 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.782136 25.494299 0.890751 -0.218780 11.141786 3.603981 5.405993 15.700352 0.6051 0.5981 0.2609 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.949935 24.119619 0.814592 -0.101153 18.053813 4.408726 1.521595 1.640745 0.5889 0.5874 0.2574 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.704435 24.435290 0.452036 -0.348332 4.506699 3.222504 20.709866 38.249341 0.6511 0.5930 0.3386 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.864194 27.770514 0.295323 -0.218881 17.884751 7.360887 3.301696 1.612140 0.6349 0.5939 0.3135 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.732405 22.264168 1.013798 -0.333006 16.454119 6.484469 38.279405 9.013938 0.6305 0.6186 0.2722 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.867956 23.247597 1.076472 -0.464892 15.095786 5.861124 74.299131 20.943250 0.6144 0.5945 0.2984 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.093452 30.529156 0.834578 -0.283094 9.632441 1.120911 2.441334 2.348532 0.6985 0.6817 0.2540 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.685808 31.176155 3.134363 4.554277 13.937615 18.272781 35.672838 52.312110 0.6880 0.6666 0.3056 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.235266 23.854867 0.332242 -0.434851 -0.768814 4.543396 1.981354 30.831295 0.6476 0.5939 0.3427 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.875420 24.219624 4.709367 4.094995 12.726181 9.668104 47.750258 347.968139 0.6130 0.6190 0.2952 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.534416 45.417459 2.862887 4.982901 1.878383 9.411089 9.367119 73.330551 0.6487 0.6055 0.3223 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.380643 20.409892 3.222706 5.570022 2.472157 25.012711 4.747493 39.024831 0.6883 0.6636 0.2793 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.881740 26.739937 3.447844 4.736612 7.585586 8.795996 7.060306 160.239283 0.6405 0.6186 0.3465 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.317379 15.538562 1.299403 -0.496077 7.230880 6.806403 1.589393 3.653775 0.5702 0.6061 0.3021 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 28.856769 27.328342 11.204876 5.217870 5.755074 9.655592 39.040944 56.633525 0.5485 0.5945 0.2324 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 25.118645 11.236429 5.221253 4.385819 31.167135 41.238380 29.381289 112.598276 0.6073 0.6485 0.3110 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.548332 38.949876 2.660110 5.839770 6.385767 10.249734 7.450644 33.172534 0.6755 0.6312 0.3297 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 45.692904 18.574674 3.803323 2.991325 12.732157 24.799334 27.577895 54.003876 0.5870 0.6379 0.2980 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 19.765948 36.621271 3.405770 3.241585 10.422293 7.320303 18.925114 39.407733 0.6273 0.5926 0.2727 nan nan
2459872 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.164180 35.579038 2.128401 5.153518 3.642582 18.710458 1.643028 12.554568 0.6527 0.6058 0.3212 nan nan
2459871 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.122214 30.154478 3.067875 5.406301 7.271038 9.209941 2.503555 26.199168 0.6541 0.6031 0.3129 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 31.451099 39.673936 4.830826 4.067393 20.298430 9.119450 10.223153 2.194205 0.6138 0.6109 0.2767 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 36.989794 32.819746 7.036576 3.234976 4.905379 7.969451 7.196549 11.265560 0.5909 0.6282 0.2294 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 22.383363 35.433211 6.464819 5.166920 15.538428 16.293584 18.588584 96.698230 0.6129 0.6142 0.2897 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.127935 21.809575 2.768883 4.843382 9.898829 9.286629 5.359626 6.865613 0.6626 0.6243 0.3605 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.843558 30.109827 5.298118 3.631145 14.415151 9.517259 10.052815 60.143143 0.6200 0.6098 0.2649 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.012407 41.340523 1.440347 5.605064 -0.711879 13.446474 1.925953 19.748635 0.7250 0.6500 0.3298 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.723619 42.629714 -0.143026 2.636401 -0.720926 14.842638 1.935197 48.231640 0.6985 0.6229 0.3807 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.165121 12.073752 -1.417760 -1.755987 -0.796908 11.455882 1.932173 33.994112 0.6934 0.6309 0.3729 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.391496 34.603868 0.465397 3.179761 -0.791451 6.027731 0.385141 0.819411 0.6749 0.6107 0.3773 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.666432 25.853558 -0.535740 -0.786880 5.899780 -0.454384 9.759158 1.586984 0.6794 0.6076 0.3328 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.993451 24.164645 0.404340 2.305684 15.218353 6.242322 6.788571 0.727887 0.6005 0.5975 0.2401 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.263898 22.231453 -0.108021 -0.948708 8.533105 -0.665369 16.258408 3.558566 0.6391 0.6039 0.2654 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.004310 24.927127 -0.365296 -1.056592 10.033026 -0.455477 3.812394 1.792792 0.6731 0.6115 0.3031 2.851054 2.898047
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.597223 6.197597 -0.075499 -1.001313 -0.155392 1.304172 -0.803954 0.179008 0.0250 0.0254 0.0004 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 31.059501 27.944837 0.892812 2.518300 2.801899 10.990049 5.198876 19.335556 0.5996 0.6290 0.2317 2.669142 2.654476
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.220934 28.981214 7.608984 11.431200 10.086162 4.207450 2.857118 0.779364 0.6269 0.6161 0.2922 2.911894 2.601982
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.632142 4.595312 17.235495 18.774919 5.877970 5.464044 0.173323 1.623325 0.6346 0.6795 0.3168 2.503126 2.199232
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.072398 8.397500 21.579305 22.664197 4.639148 8.792060 0.643812 -0.430664 0.6210 0.6033 0.2412 3.291033 2.830074
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.967523 11.952485 22.429981 22.314322 14.828275 16.673028 15.649270 14.435019 0.7722 0.7586 0.1989 5.286055 4.455068
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.507505 10.027207 20.484899 21.214118 6.243060 13.295420 -0.507776 9.556920 0.6414 0.6632 0.1890 3.133566 2.674038
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 27.986665 27.608595 2.800212 3.246449 4.014877 8.971015 2.434188 3.735577 0.6154 0.6611 0.2128 2.937848 2.610756
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 27.758870 28.871353 3.304444 3.017204 6.559398 16.311734 26.357800 32.949931 0.6183 0.6094 0.2895 3.649710 3.495081
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.906404 15.135903 1.671592 3.557778 12.661646 11.613998 12.610499 0.068879 0.7458 0.6598 0.3327 3.639624 3.789819
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 37.265146 20.620394 4.098079 7.067780 7.448025 24.556941 18.807368 53.361523 0.6468 0.7124 0.2603 3.353997 1.491647
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.360278 9.696247 3.195813 2.665840 0.942529 0.084265 -0.869858 0.049044 0.0249 0.0247 0.0003 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 47.407932 4.508289 2.163426 5.195471 4.025041 8.072116 27.645746 123.954101 0.6506 0.7464 0.3498 4.132497 3.980561
2459839 RF_maintenance 100.00% - - - - - 12.275483 16.424300 111.401620 98.790208 nan nan -29.231224 -30.920487 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.876068 32.205870 1.521535 1.063851 4.484820 6.653010 0.326768 -0.313669 0.0975 0.0957 0.0124 1.241524 1.243185
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0326 0.0375 0.0008 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.691824 -0.777760 -0.650646 -0.466687 -0.352360 -0.598096 -0.133660 0.557886 0.0323 0.0368 0.0010 nan nan
2459833 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 3.553846 2.416578 -0.293589 -0.592364 2.233617 -0.004896 -0.356334 0.814263 0.0287 0.0297 0.0006 nan nan
2459832 RF_maintenance 100.00% 0.00% 67.20% 0.00% 100.00% 0.00% 51.419364 44.286418 1.280876 0.784676 2.330268 1.320983 1.204436 -0.497536 0.6492 0.3950 0.3895 4.089397 3.269102
2459831 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.198557 1.044041 -0.161707 0.677463 1.004664 0.602369 -0.868663 1.164962 0.0327 0.0414 0.0006 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.617781 42.442836 2.199469 1.407979 11.538321 15.805875 33.376908 45.771914 0.0985 0.0943 0.0131 1.301359 1.294334
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.902570 22.803635 2.244033 1.400890 11.698670 25.821387 74.503435 105.353687 0.0960 0.0860 0.0099 0.000000 0.000000
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.657228 0.052921 2.534774 2.545347 8.399044 5.958020 53.846806 41.172779 0.0935 0.0834 0.0138 0.939388 0.929780
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.409247 18.752342 3.107224 2.127258 9.959728 18.971340 42.695678 141.560125 0.0978 0.0859 0.0101 1.355255 1.355418
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.707145 33.159303 2.898309 2.068498 11.267753 15.114198 35.271350 42.951242 0.0746 0.0646 0.0032 1.345798 1.336421
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 36.657307 36.042927 1.582191 1.321208 11.366703 10.404887 30.721768 17.472658 0.0961 0.0906 0.0112 1.303284 1.297986
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.458371 17.931443 2.316899 1.788111 27.583863 28.314938 36.000489 66.819590 0.0935 0.0916 0.0113 1.182401 1.198020
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.614933 34.502261 4.472487 3.036750 2.965655 6.329502 2.684937 25.283167 0.0787 0.0915 0.0154 1.187893 1.198302
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.445175 9.417852 3.531708 1.718797 6.528212 14.033363 36.953200 149.813000 0.0927 0.0872 0.0128 1.205605 1.200640
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.116616 7.806622 3.584681 1.914256 8.193912 14.575296 20.277179 65.395526 0.0887 0.0793 0.0111 1.178706 1.182502
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 50.023709 11.825752 2.999050 2.331469 23.830093 42.318394 45.266283 50.351544 0.6598 0.6564 0.3489 6.446926 4.374442
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 44.159946 14.713926 2.782155 0.586606 9.527108 18.106058 16.218602 51.048984 0.7565 0.6221 0.3797 9.448519 4.417932
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 32.557568 29.850488 2.322337 1.856119 13.446395 15.464851 38.597595 51.830294 0.7603 0.5425 0.4044 5.543261 4.011910
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 36.414833 30.598530 2.588430 2.009225 10.960552 12.446353 33.521336 42.781157 0.7440 0.6076 0.3509 8.593179 7.380487
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 32: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 26.965591 1.351793 26.965591 -0.597571 2.543254 -0.020939 4.295773 -0.160777 3.807299

Antenna 32: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 27.169907 27.169907 1.226450 2.339074 -0.569759 3.379700 0.152352 7.635334 0.615638

Antenna 32: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 23.390740 23.390740 0.039656 2.230995 -0.623959 3.131065 -0.137800 8.427507 0.235595

Antenna 32: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 21.913072 21.913072 1.596090 2.073101 -0.547375 4.684100 -0.255016 6.527635 1.881176

Antenna 32: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 20.786267 20.786267 6.228232 1.974752 -0.215740 5.125904 10.640436 7.973005 5.175829

Antenna 32: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 22.232542 22.232542 9.170158 1.994578 -0.089003 3.186021 9.698871 11.641833 3.099082

Antenna 32: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 22.982493 12.371355 22.982493 0.053610 1.952262 10.651326 4.155813 10.999793 5.009750

Antenna 32: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 22.379181 22.379181 13.748294 2.045769 0.085452 4.019804 10.425216 11.632296 2.984303

Antenna 32: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 23.053170 23.053170 8.671259 2.061559 -0.214090 4.445270 9.673785 4.999879 0.612877

Antenna 32: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 23.337410 23.337410 0.607501 2.060411 -0.571200 1.022781 0.430154 23.278371 3.841850

Antenna 32: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 23.146935 23.146935 9.051647 2.323278 -0.083476 1.485364 13.239252 7.155846 7.367349

Antenna 32: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 24.781835 19.024363 17.773604 1.939625 0.351499 8.710222 10.095948 24.781835 3.742851

Antenna 32: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 25.250327 10.757903 25.250327 0.014648 2.086725 11.795340 4.576285 5.498939 10.491707

Antenna 32: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 25.330665 11.019160 25.330665 -0.060666 2.041718 8.183457 4.157506 4.202444 7.291084

Antenna 32: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 23.938647 8.713118 23.938647 -0.080415 2.180356 14.352429 9.589611 2.534929 9.123658

Antenna 32: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 21.327405 21.327405 15.303299 1.995941 0.158919 6.038668 13.845890 6.835324 4.986511

Antenna 32: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 21.598143 21.598143 9.349464 2.144007 -0.273665 5.500422 14.671546 6.374573 5.245060

Antenna 32: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 20.406173 20.406173 16.597625 1.987035 0.282099 6.151064 16.761025 14.945812 8.762355

Antenna 32: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 26.057454 1.357328 26.057454 -0.585143 2.546353 4.446570 2.598425 -0.059215 4.341352

Antenna 32: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 26.902212 26.902212 1.522818 2.044255 -0.751106 5.435887 -0.079237 5.348652 1.082944

Antenna 32: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 26.765829 15.883962 26.765829 0.768621 -0.038750 13.929570 5.385716 19.981154 6.480794

Antenna 32: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 25.494299 25.494299 14.782136 -0.218780 0.890751 3.603981 11.141786 15.700352 5.405993

Antenna 32: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 24.119619 12.949935 24.119619 0.814592 -0.101153 18.053813 4.408726 1.521595 1.640745

Antenna 32: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 38.249341 24.435290 2.704435 -0.348332 0.452036 3.222504 4.506699 38.249341 20.709866

Antenna 32: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 27.770514 7.864194 27.770514 0.295323 -0.218881 17.884751 7.360887 3.301696 1.612140

Antenna 32: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Temporal Discontinuties 38.279405 22.264168 11.732405 -0.333006 1.013798 6.484469 16.454119 9.013938 38.279405

Antenna 32: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Temporal Discontinuties 74.299131 23.247597 11.867956 -0.464892 1.076472 5.861124 15.095786 20.943250 74.299131

Antenna 32: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 30.529156 13.093452 30.529156 0.834578 -0.283094 9.632441 1.120911 2.441334 2.348532

Antenna 32: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 52.312110 31.176155 13.685808 4.554277 3.134363 18.272781 13.937615 52.312110 35.672838

Antenna 32: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 30.831295 23.854867 6.235266 -0.434851 0.332242 4.543396 -0.768814 30.831295 1.981354

Antenna 32: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 347.968139 24.219624 17.875420 4.094995 4.709367 9.668104 12.726181 347.968139 47.750258

Antenna 32: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 73.330551 45.417459 17.534416 4.982901 2.862887 9.411089 1.878383 73.330551 9.367119

Antenna 32: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 39.024831 20.409892 10.380643 5.570022 3.222706 25.012711 2.472157 39.024831 4.747493

Antenna 32: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 160.239283 26.739937 12.881740 4.736612 3.447844 8.795996 7.585586 160.239283 7.060306

Antenna 32: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 15.538562 15.538562 15.317379 -0.496077 1.299403 6.806403 7.230880 3.653775 1.589393

Antenna 32: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 56.633525 27.328342 28.856769 5.217870 11.204876 9.655592 5.755074 56.633525 39.040944

Antenna 32: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 112.598276 25.118645 11.236429 5.221253 4.385819 31.167135 41.238380 29.381289 112.598276

Antenna 32: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 38.949876 9.548332 38.949876 2.660110 5.839770 6.385767 10.249734 7.450644 33.172534

Antenna 32: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 54.003876 45.692904 18.574674 3.803323 2.991325 12.732157 24.799334 27.577895 54.003876

Antenna 32: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 39.407733 19.765948 36.621271 3.405770 3.241585 10.422293 7.320303 18.925114 39.407733

Antenna 32: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 35.579038 35.579038 12.164180 5.153518 2.128401 18.710458 3.642582 12.554568 1.643028

Antenna 32: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 30.154478 30.154478 11.122214 5.406301 3.067875 9.209941 7.271038 26.199168 2.503555

Antenna 32: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 39.673936 31.451099 39.673936 4.830826 4.067393 20.298430 9.119450 10.223153 2.194205

Antenna 32: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 36.989794 36.989794 32.819746 7.036576 3.234976 4.905379 7.969451 7.196549 11.265560

Antenna 32: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 96.698230 22.383363 35.433211 6.464819 5.166920 15.538428 16.293584 18.588584 96.698230

Antenna 32: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 21.809575 8.127935 21.809575 2.768883 4.843382 9.898829 9.286629 5.359626 6.865613

Antenna 32: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 60.143143 30.109827 18.843558 3.631145 5.298118 9.517259 14.415151 60.143143 10.052815

Antenna 32: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 41.340523 2.012407 41.340523 1.440347 5.605064 -0.711879 13.446474 1.925953 19.748635

Antenna 32: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 48.231640 42.629714 1.723619 2.636401 -0.143026 14.842638 -0.720926 48.231640 1.935197

Antenna 32: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 33.994112 1.165121 12.073752 -1.417760 -1.755987 -0.796908 11.455882 1.932173 33.994112

Antenna 32: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 34.603868 2.391496 34.603868 0.465397 3.179761 -0.791451 6.027731 0.385141 0.819411

Antenna 32: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 25.853558 25.853558 3.666432 -0.786880 -0.535740 -0.454384 5.899780 1.586984 9.759158

Antenna 32: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 24.164645 18.993451 24.164645 0.404340 2.305684 15.218353 6.242322 6.788571 0.727887

Antenna 32: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 22.231453 10.263898 22.231453 -0.108021 -0.948708 8.533105 -0.665369 16.258408 3.558566

Antenna 32: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 24.927127 24.927127 7.004310 -1.056592 -0.365296 -0.455477 10.033026 1.792792 3.812394

Antenna 32: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 6.197597 6.197597 1.597223 -1.001313 -0.075499 1.304172 -0.155392 0.179008 -0.803954

Antenna 32: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 31.059501 31.059501 27.944837 0.892812 2.518300 2.801899 10.990049 5.198876 19.335556

Antenna 32: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 28.981214 28.981214 20.220934 11.431200 7.608984 4.207450 10.086162 0.779364 2.857118

Antenna 32: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Power 18.774919 4.595312 11.632142 18.774919 17.235495 5.464044 5.877970 1.623325 0.173323

Antenna 32: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Power 22.664197 8.397500 10.072398 22.664197 21.579305 8.792060 4.639148 -0.430664 0.643812

Antenna 32: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Power 22.429981 7.967523 11.952485 22.429981 22.314322 14.828275 16.673028 15.649270 14.435019

Antenna 32: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 32: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Power 21.214118 9.507505 10.027207 20.484899 21.214118 6.243060 13.295420 -0.507776 9.556920

Antenna 32: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 32: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 27.986665 27.608595 27.986665 3.246449 2.800212 8.971015 4.014877 3.735577 2.434188

Antenna 32: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 32.949931 28.871353 27.758870 3.017204 3.304444 16.311734 6.559398 32.949931 26.357800

Antenna 32: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 23.906404 23.906404 15.135903 1.671592 3.557778 12.661646 11.613998 12.610499 0.068879

Antenna 32: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 53.361523 20.620394 37.265146 7.067780 4.098079 24.556941 7.448025 53.361523 18.807368

Antenna 32: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 10.360278 10.360278 9.696247 3.195813 2.665840 0.942529 0.084265 -0.869858 0.049044

Antenna 32: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 123.954101 4.508289 47.407932 5.195471 2.163426 8.072116 4.025041 123.954101 27.645746

Antenna 32: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Power 111.401620 16.424300 12.275483 98.790208 111.401620 nan nan -30.920487 -29.231224

Antenna 32: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 32.205870 32.205870 31.876068 1.063851 1.521535 6.653010 4.484820 -0.313669 0.326768

Antenna 32: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 0.557886 -0.777760 -0.691824 -0.466687 -0.650646 -0.598096 -0.352360 0.557886 -0.133660

Antenna 32: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 3.553846 2.416578 3.553846 -0.592364 -0.293589 -0.004896 2.233617 0.814263 -0.356334

Antenna 32: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 51.419364 51.419364 44.286418 1.280876 0.784676 2.330268 1.320983 1.204436 -0.497536

Antenna 32: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 1.164962 0.198557 1.044041 -0.161707 0.677463 1.004664 0.602369 -0.868663 1.164962

Antenna 32: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 51.617781 51.617781 42.442836 2.199469 1.407979 11.538321 15.805875 33.376908 45.771914

Antenna 32: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 105.353687 22.803635 59.902570 1.400890 2.244033 25.821387 11.698670 105.353687 74.503435

Antenna 32: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Temporal Discontinuties 53.846806 0.052921 50.657228 2.545347 2.534774 5.958020 8.399044 41.172779 53.846806

Antenna 32: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 141.560125 44.409247 18.752342 3.107224 2.127258 9.959728 18.971340 42.695678 141.560125

Antenna 32: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 42.951242 33.159303 41.707145 2.068498 2.898309 15.114198 11.267753 42.951242 35.271350

Antenna 32: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 36.657307 36.042927 36.657307 1.321208 1.582191 10.404887 11.366703 17.472658 30.721768

Antenna 32: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 66.819590 24.458371 17.931443 2.316899 1.788111 27.583863 28.314938 36.000489 66.819590

Antenna 32: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape 34.502261 34.502261 5.614933 3.036750 4.472487 6.329502 2.965655 25.283167 2.684937

Antenna 32: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 149.813000 47.445175 9.417852 3.531708 1.718797 6.528212 14.033363 36.953200 149.813000

Antenna 32: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 65.395526 7.806622 54.116616 1.914256 3.584681 14.575296 8.193912 65.395526 20.277179

Antenna 32: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 50.351544 50.023709 11.825752 2.999050 2.331469 23.830093 42.318394 45.266283 50.351544

Antenna 32: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 51.048984 44.159946 14.713926 2.782155 0.586606 9.527108 18.106058 16.218602 51.048984

Antenna 32: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 51.830294 29.850488 32.557568 1.856119 2.322337 15.464851 13.446395 51.830294 38.597595

Antenna 32: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Temporal Discontinuties 42.781157 30.598530 36.414833 2.009225 2.588430 12.446353 10.960552 42.781157 33.521336

Antenna 32: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 32: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
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